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Emanuel Aldea

A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors

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Oct 12, 2023
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Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression

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Aug 17, 2023
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Latent Discriminant deterministic Uncertainty

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Jul 20, 2022
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MUAD: Multiple Uncertainties for Autonomous Driving benchmark for multiple uncertainty types and tasks

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Mar 02, 2022
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On Monocular Depth Estimation and Uncertainty Quantification using Classification Approaches for Regression

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Feb 24, 2022
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SLURP: Side Learning Uncertainty for Regression Problems

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Oct 21, 2021
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Learning a Discriminant Latent Space with Neural Discriminant Analysis

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Jul 13, 2021
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Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification

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Dec 04, 2020
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One Versus all for deep Neural Network Incertitude quantification

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Jun 01, 2020
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TRADI: Tracking deep neural network weight distributions

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Dec 26, 2019
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